Data as of Sep 17, 2026 · Based on 3,310,041 AI responses across 10,525 prompts · See how Parse measures this
2 of 5 measured questions
Tolokatoloka.aiToloka provides data solutions for AI agents and LLMs, integrating human expertise with technology to accelerate AI development. Its offerings include context-rich simulated environments, specialized training datasets for agentic skills, and evaluation and red-teaming to identify performance and vulnerabilities. The platform serves enterprises and includes Toloka Arena for live model ranking and tooling for building and testing conversational agents and corporate assistants.
The market map · 5 of 89 labelled
RLHF Data Collection & Training Platforms →50%positive
Where Toloka ranks in AI
flexiblespecializedhigh-qualityscalablemultilingualexcellentai-assisted setupdesigned for collecting preference data
Excerpts where Toloka appeared in the AI's answer
Toloka AI — Transitioned from a pure crowd-sourcing marketplace into a managed AI data service, offering scaled preference data with built-in quality management.
Toloka — global crowd plus trained/domain-expert annotators; explicitly supports human-preference data collection.
Excerpts where Toloka appeared in the AI's answer
Toloka : Offers an independent platform that bridges massive, crowdsourced microtasks
Toloka offers preferences specifically for RLHF/DPO, along with SFT demonstrations, evaluation/RL tasks, customized human evaluation and red-teaming.
Excerpts where Toloka appeared in the AI's answer
Toloka AI : Offers expert-in-the-loop data generation and specialized teams tailored for complex generative AI
Toloka is probably my first choice if you want an end-to-end dataset-production workflow rather than simply recruiting people.
Excerpts where Toloka appeared in the AI's answer
Toloka — strong option when you need a geographically distributed crowd and flexible high-volume task execution.
Toloka has become particularly strong for AI training data and expert evaluation workflows.
Excerpts where Toloka appeared in the AI's answer
Toloka AI (Mindrift): A strong choice for startups requiring high scalability and multilingual capabilities
Excerpts where Toloka appeared in the AI's answer
Toloka: Offers strong operational infrastructure with AI-assisted setup and tiered expert networks explicitly trained for RLHF data annotation and disagreement analysis.
Toloka AI : Provides robust crowdsourced labeling for RLHF, enabling real-time human feedback to refine model responses.
Excerpts where Toloka appeared in the AI's answer
Toloka: Provides an environment for large-scale data annotation for ranking and evaluating LLM outputs.
